Biography
Jiayuan Huang is a PhD student in the Department of Informatics, King's College London.
He commenced his PhD studies in October 2025 in the department. He earned his Master of Science degree in Medical Robotics and Artificial Intelligence from University College London, following a Bachelor’s degree in Computer Science awarded by Beijing Jiaotong University and Lancaster University. His research interests lie in active learning strategies for limited annotation budgets.
Research Interests
- Active Learning for limited annotation budgets
- Large Language Model
- Vision Language Model
- Deep Active Learning
- Computational Learning Theory
Research Groups
PhD Supervisory Team
- Primary Supervisory - Dr Luis Carlos Garcia Peraza Herrera
- Secondary Supervisory - Dr David Watson
Publications
Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning
Subsampled Randomized Fourier GaLore for Adapting Foundation Models in Depth-Driven Liver Landmark Segmentation
https://arxiv.org/abs/2511.03163
SurgAnt-ViVQA: Learning to Anticipate Surgical Events through GRU-Driven Temporal Cross-Attention
https://arxiv.org/abs/2511.03178
MambaNetLK: Enhancing Colonoscopy Point Cloud Registration with Mamba